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Sulfonylimide based single lithium-ion conducting polymer electrolytes boosting high-safety and high-energy-density lithium batteries 基于磺酰亚胺的单一锂离子导电聚合物电解质促进高安全性和高能量密度锂电池的发展
IF 11.9 1区 工程技术 Q1 ENERGY & FUELS Pub Date : 2024-02-01 DOI: 10.1016/j.etran.2024.100318
Chaojie Chen , Zulei Li , Xiaofan Du , Qian Zhou , Pengxian Han , Guanglei Cui

Single-ion conducting polymer electrolytes (SICPEs) have received much attention due to their excellent Li+ transference numbers, which can effectively reduce the concentration gradient and inhibit the growth of lithium dendrites. Recently, sulfonimide based SICPEs with superior ionic conductivity have become the most widely studied SICPEs by virtue of their highly delocalized anions and diverse molecular designability. In this review, the molecular design of sulfonimide based SICPEs is summarized in terms of anionic groups and polymer backbones of SICPEs. Then, the potential influence of SICPEs on battery safety is discussed from electrolyte level and interface level, respectively. It is believed that the battery safety and interface compatibility need to be given sufficient attention for SICPEs, in addition to the ion conductivity and Li+ transference number. It is hoped that this review can inspire a deeper consideration on SICPEs, which can pave a new pathway for the high-safety and high-energy-density lithium batteries.

单离子导电聚合物电解质(SICPEs)因其出色的锂+转移数量,可有效降低浓度梯度并抑制锂枝晶的生长而备受关注。近来,磺酰亚胺基 SICPE 凭借其高度去局域化的阴离子和多样化的分子设计能力,成为研究最为广泛的 SICPE,具有卓越的离子传导性。本综述从 SICPE 的阴离子基团和聚合物骨架两方面概述了磺酰亚胺基 SICPE 的分子设计。然后,分别从电解质层面和界面层面讨论了 SICPE 对电池安全性的潜在影响。我们认为,对于 SICPE 而言,除了离子导电性和 Li+ 传递数之外,电池安全性和界面兼容性也需要引起足够的重视。希望这篇综述能启发人们对 SICPE 进行更深入的思考,从而为高安全性和高能量密度锂电池铺平一条新的道路。
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引用次数: 0
Quantifying the impact of V2X operation on electric vehicle battery degradation: An experimental evaluation 量化 V2X 操作对电动汽车电池退化的影响:实验评估
IF 11.9 1区 工程技术 Q1 ENERGY & FUELS Pub Date : 2024-01-24 DOI: 10.1016/j.etran.2024.100316
Jingyu Gong , David Wasylowski , Jan Figgener , Stephan Bihn , Fabian Rücker , Florian Ringbeck , Dirk Uwe Sauer

To further boost electric vehicle adoption, Vehicle-to-Everything (V2X) technology, including Vehicle-to-Home (V2H) and Vehicle-to-Grid (V2G) applications, has gained prominence. However, a prevailing concern of owners pertains to the potential acceleration of battery aging associated with V2X deployments. In response to these concerns, this paper presents a systematic approach to quantify EV battery degradation across various charging strategies. We conduct meticulous battery aging experiments under designed conditions reflecting the characteristics of real-world driving and V2X applications. Furthermore, a comprehensive parameter study is carried out to explore the intricate relationships between V2X applications and battery degradation. Our experimental results show that the aging spread between all V2X and reference scenarios of 3.09% SOH after 20 months is lower than the spread caused by cell-to-cell manufacturing variation under identical conditions reported in the literature. The results of the parameter study reveal that adopting V2X applications, in addition to primary mobility prospects, does not significantly increase battery degradation and can even reduce capacity loss compared to the conventional uncontrolled charging strategy if properly configured.

为了进一步推动电动汽车的普及,车对物(V2X)技术,包括车对家(V2H)和车对电网(V2G)应用,已变得越来越重要。然而,车主普遍担心 V2X 部署可能会加速电池老化。针对这些问题,本文提出了一种系统方法来量化各种充电策略下的电动汽车电池老化。我们在反映真实世界驾驶和 V2X 应用特点的设计条件下进行了细致的电池老化实验。此外,我们还进行了全面的参数研究,以探索 V2X 应用与电池老化之间错综复杂的关系。实验结果表明,在 20 个月后,所有 V2X 场景和参考场景之间的老化差值为 3.09% SOH,低于文献报道的相同条件下电池制造差异造成的差值。参数研究结果表明,与传统的不可控充电策略相比,除了主要的移动性前景外,采用 V2X 应用不会显著增加电池老化,如果配置得当,甚至可以减少容量损失。
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引用次数: 0
Modeling of an all-solid-state battery with a composite positive electrode 带有复合正极的全固态电池建模
IF 11.9 1区 工程技术 Q1 ENERGY & FUELS Pub Date : 2024-01-19 DOI: 10.1016/j.etran.2024.100315
Guoliang Li , Guodong Fan , Xi Zhang , Jingbo Han , Yansong Wang , Yisheng Liu , Linan Jia , Bangjun Guo , Chong Zhu , Minghui He

All solid-state batteries are considered as the most promising battery technology due to their safety and high energy density. This study presents an advanced mathematical model that accurately simulates the complex behavior of all-solid-state lithium-ion batteries with composite positive electrodes. The partial differential equations of ionic transport and potential dynamics in the electrode and electrolyte are solved and reduced to a low-order system with Padé approximation. Moreover, the imperfect contact and the electrical double layers at the solid-solid interface are also taken into consideration. Subsequent experiments are conducted for the blocked cell and half-cells to extract parameters. Next, the parameterized model is validated with extensive experimental data from NCM811/LPSC/Li4.4Si batteries, illustrating the superior capability of predicting cell voltage with an average RMSE of 19.5 mV for the discharging/charging phases and 2.8 mV for the end of relaxation under a total of 15 conditions. From the simulations, it can be concluded that the limiting factors for battery performance are overpotentials caused by concentration polarization within positive particles and interface reactions. Finally, through a parameter sensitivity analysis, we offer strategic guidelines for optimizing battery performance, thus enhancing the development efficiency of ASSBs.

全固态电池因其安全性和高能量密度而被视为最有前途的电池技术。本研究提出了一种先进的数学模型,可精确模拟带有复合正极的全固态锂离子电池的复杂行为。该模型求解了电极和电解质中离子传输和电势动态的偏微分方程,并将其简化为帕代近似的低阶系统。此外,还考虑了固-固界面的不完全接触和电双层。随后对阻塞电池和半电池进行了实验,以提取参数。随后,利用 NCM811/LPSC/Li4.4Si 电池的大量实验数据验证了参数化模型,结果表明该模型具有卓越的电池电压预测能力,在总共 15 种条件下,放电/充电阶段的平均 RMSE 为 19.5 mV,弛豫结束阶段的平均 RMSE 为 2.8 mV。模拟结果表明,电池性能的限制因素是正极粒子内的浓度极化和界面反应引起的过电位。最后,通过参数敏感性分析,我们为优化电池性能提供了战略指导,从而提高了 ASSB 的开发效率。
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引用次数: 0
Current challenges and progress in anode/electrolyte interfaces of all-solid-state lithium batteries 全固态锂电池阳极/电解质界面目前面临的挑战和取得的进展
IF 11.9 1区 工程技术 Q1 ENERGY & FUELS Pub Date : 2024-01-19 DOI: 10.1016/j.etran.2024.100312
Liang Ma , Yu Dong , Ning Li , Wengang Yan , Siyuan Ma , Youyou Fang , Yongjian Li , Lifeng Xu , Cai Liu , Sheng Chen , Renchao Feng , Lai Chen , Duanyun Cao , Yun Lu , Qing Huang , Yuefeng Su , Feng Wu

Owing to their high energy density, wide operating temperature range, and excellent safety, all-solid-state batteries (ASSBs) have emerged as ones of the most promising next-generation energy storage devices. With the development of highly conductive solid-state electrolytes, ASSBs are no longer mainly limited by the Li-ion diffusion within the electrolyte, and instead, the current bottlenecks are their low coulombic efficiency (CE) and short cycling life, which are caused by the high resistance at the electrode/electrolyte interfaces. The high chemical/electrochemical reactivity of the Li metal or the Si anodes and the large volume change during the charge-discharge cycle can exacerbate the physical and chemical instability of the interface. Here, we present the distinctive features of the typical high-capacity anode/electrolyte interfaces in ASSBs and summarize the recent works on identifying, probing, understanding, and engineering them. The complex but important characteristics of high-capacity anode/electrolyte interfaces are highlighted, namely the composition, mechanical, electronic, and ionic properties of the electrode particle-electrolyte particle and plate electrode-electrolyte particle interfaces. Additionally, the advanced characterization strategies for effective interfacial analysis are discussed. Finally, combining the electrode interface characteristics of different structures, the strategies for upgrading two different types of high-capacity anode/electrolyte interfaces are summarized, and some perspectives are provided for better understanding and design of the high-performance ASSBs.

全固态电池(ASSB)具有高能量密度、宽工作温度范围和出色的安全性,已成为最有前途的下一代储能设备之一。随着高导电固态电解质的发展,全固态电池不再主要受限于锂离子在电解质中的扩散,取而代之的瓶颈是其库仑效率(CE)低和循环寿命短,这是由电极/电解质界面的高电阻造成的。锂金属或硅阳极的高化学/电化学反应活性以及充放电循环过程中的大体积变化会加剧界面的物理和化学不稳定性。在此,我们介绍了 ASSB 中典型的高容量阳极/电解质界面的显著特征,并总结了最近在识别、探测、理解和工程设计这些界面方面所做的工作。重点介绍了高容量阳极/电解质界面复杂而重要的特征,即电极颗粒-电解质颗粒和板电极-电解质颗粒界面的组成、机械、电子和离子特性。此外,还讨论了有效进行界面分析的先进表征策略。最后,结合不同结构的电极界面特性,总结了两种不同类型高容量阳极/电解质界面的升级策略,并为更好地理解和设计高性能 ASSB 提供了一些展望。
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引用次数: 0
Urban-scale energy matching optimization with smart EV charging and V2G in a net-zero energy city powered by wind and solar energy 在以风能和太阳能为动力的净零能耗城市中,利用智能电动汽车充电和 V2G 实现城市规模的能源匹配优化
IF 11.9 1区 工程技术 Q1 ENERGY & FUELS Pub Date : 2024-01-18 DOI: 10.1016/j.etran.2024.100314
Reza Fachrizal , Kun Qian , Oskar Lindberg , Mahmoud Shepero , Rebecca Adam , Joakim Widén , Joakim Munkhammar

Renewable energy and electric vehicles (EVs) are crucial technologies for achieving sustainable cities. However, intermittent power generation from renewable energy sources and increased peak load due to EV charging can pose technical challenges for the power systems. Improved load matching through energy system optimization can minimize these challenges. This paper assesses the optimal urban-scale energy matching potentials in a net-zero energy city powered by wind and solar energy, considering three EV charging scenarios: opportunistic charging, smart charging, and vehicle-to-grid (V2G). A city on the west coast of Sweden is used as a case study. The smart charging and V2G schemes aim to minimize the mismatch between generation and load, and are formulated as quadratic programming problems. The simulation results show that the optimal load matching performance is achieved in a net-zero energy city with the V2G scheme and a wind-PV electricity production share of 70:30. The load matching performance in the optimal net-zero energy city is increased from 68% with opportunistic charging to 73% with smart charging and further to 84% with V2G. It is also shown that a 2.4 GWh EV battery participating in the V2G scheme equals 1.4 GWh stationary energy storage in improving urban-scale load matching performance. The findings indicate that EVs have a high potential to provide flexibility to urban energy systems.

可再生能源和电动汽车(EV)是实现可持续城市的关键技术。然而,可再生能源的间歇性发电和电动汽车充电导致的峰值负荷增加会给电力系统带来技术挑战。通过能源系统优化改善负荷匹配可以最大限度地减少这些挑战。本文评估了以风能和太阳能为动力的净零能耗城市的最佳城市规模能源匹配潜力,并考虑了三种电动汽车充电方案:机会充电、智能充电和车对网(V2G)。瑞典西海岸的一座城市被用作案例研究。智能充电和 V2G 方案旨在最大限度地减少发电量和负荷之间的不匹配,并将其表述为二次编程问题。仿真结果表明,在净零能耗城市中,采用 V2G 方案和风力-光伏发电比例为 70:30,可实现最佳负载匹配性能。最优净零能耗城市的负荷匹配性能从机会充电的 68% 提高到智能充电的 73%,再进一步提高到 V2G 的 84%。研究还表明,参与 V2G 计划的 2.4 千兆瓦时电动汽车电池相当于 1.4 千兆瓦时固定储能电池,可提高城市规模的负荷匹配性能。研究结果表明,电动汽车在为城市能源系统提供灵活性方面潜力巨大。
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引用次数: 0
Evaluation of the second-life potential of the first-generation Nissan Leaf battery packs in energy storage systems 评估第一代日产聆风电池组在储能系统中的二次寿命潜力
IF 11.9 1区 工程技术 Q1 ENERGY & FUELS Pub Date : 2024-01-18 DOI: 10.1016/j.etran.2024.100313
Wei Gao, Zhi Cao, Naser Vosoughi Kurdkandi, Yuhong Fu, Chirs Mi

Nissan Leaf was the first mass-produced electric vehicles (EV) using lithium-ion batteries (LiB). Most of the first generation (Gen 1) battery packs have been retired after approximately 10 years of operation, and some of them are repurposed to build battery energy storage systems (BESS). However, the health condition of the battery packs at the time of retirement, the battery aging trajectory, and the service life in second-life application are unclear. To answer these questions, this paper conducts a comprehensive study on the retired Nissan Leaf Gen 1 batteries. First, over 100 retired battery packs were investigated to evaluate their state of health (SOH). Secondly, a battery aging test was conducted on two battery cells which completed 7380 aging cycles. Lastly, the battery aging trajectory was analyzed. The result shows that although most retired Nissan Leaf Gen 1 battery packs have only 60 %–67 % remaining capacity, they can operate 12–20 years in second life. Whole-battery-pack utilization is preferable due to good battery consistency. A retired battery pack with a cost of $1000 can generate a $16,200 value in its second life, suggesting a good return on investment (ROI).

日产聆风是第一款使用锂离子电池(LiB)量产的电动汽车(EV)。大多数第一代(Gen 1)电池组在运行约 10 年后已经退役,其中一些被重新用于建造电池储能系统(BESS)。然而,电池组在退役时的健康状况、电池老化轨迹以及在二次应用中的使用寿命都不清楚。为了回答这些问题,本文对退役的日产聆风 1 代电池进行了全面研究。首先,对 100 多个退役电池组进行了调查,以评估其健康状况(SOH)。其次,对完成 7380 个老化周期的两个电池单元进行了电池老化测试。最后,对电池老化轨迹进行了分析。结果表明,虽然大多数退役的日产聆风 1 代电池组的剩余容量仅为 60% 至 67%,但其第二次寿命仍可使用 12-20 年。由于电池具有良好的一致性,因此最好使用整个电池组。成本为 1000 美元的退役电池组在其第二次生命周期内可产生 16 200 美元的价值,这表明投资回报率(ROI)很高。
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引用次数: 0
Solid-state electrolytes based on metal-organic frameworks for enabling high-performance lithium-metal batteries: Fundamentals, progress, and perspectives 基于金属有机框架的固态电解质实现高性能锂金属电池:基础、进展与展望
IF 11.9 1区 工程技术 Q1 ENERGY & FUELS Pub Date : 2024-01-04 DOI: 10.1016/j.etran.2024.100311
Hongyao Wang , Song Duan , Yun Zheng , Lanting Qian , Can Liao , Li Dong , Huisong Guo , Chunxiang Ma , Wei Yan , Jiujun Zhang

Solid-state electrolytes (SSEs) with flame retardancy and good adaptability to lithium-metal anodes can have great potential in enabling high safety and high energy density lithium-metal batteries. In addition to optimize the composition/structure of current three main types of SSEs including inorganic SSEs, polymeric SSEs, and inorganic/polymer composite SSEs, massive efforts are under way to seek for new SSE formulations. Recently, metal-organic frameworks (MOFs), a type of crystalline inorganic–organic materials with the structural features of rich porous, ordered channels, tunable functionality, are emerging as a research hotspot in the field of SSEs, which have attracted tremendous efforts. Based on the latest investigations, in this paper, a systematic overview of the recent development in MOFs-based SSEs (MSSEs) for lithium-metal batteries is presented. Classification and compositions, development history, fabrication approaches, and recent progress of five main types of MSSEs are comprehensively reviewed, and the roles of MOFs in MSSEs including ionic conductors, ionic transport carriers, and added fillers are highlighted. Moreover, the main challenges are analyzed and the perspectives of MSSEs are also presented for their future research and development. This review not only contributes to the study of new systems of solid-state electrolytes, but also for further development of electrified transportation.

固态电解质(SSE)具有阻燃性和对锂金属阳极的良好适应性,在实现高安全性和高能量密度锂金属电池方面具有巨大潜力。除了优化目前三种主要 SSE(包括无机 SSE、聚合物 SSE 和无机/聚合物复合 SSE)的组成/结构外,人们还在努力寻求新的 SSE 配方。近年来,金属有机框架(MOFs)作为一种具有丰富多孔、有序通道、功能可调等结构特征的结晶无机有机材料,正在成为固相螯合剂领域的一个研究热点,引起了人们的极大关注。本文在最新研究的基础上,系统综述了锂金属电池用 MOFs 基固态电子器件(MSSEs)的最新发展。全面综述了五种主要类型 MSSE 的分类和组成、发展历史、制造方法和最新进展,并重点介绍了 MOFs 在 MSSE 中的作用,包括离子导体、离子传输载体和添加填料。此外,还分析了 MSSEs 面临的主要挑战,并对其未来的研究和发展提出了展望。这篇综述不仅有助于固态电解质新系统的研究,还有助于电气化交通的进一步发展。
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引用次数: 0
Investigation of novel pulse preheating strategies for lithium-ion batteries at subzero temperature based on a multi-level CFD platform 基于多级 CFD 平台的零下温度锂离子电池新型脉冲预热策略研究
IF 11.9 1区 工程技术 Q1 ENERGY & FUELS Pub Date : 2024-01-01 DOI: 10.1016/j.etran.2023.100307
Weizhuo Li , Zhiming Bao , Qingchen Gao , Qing Du , Kui Jiao

Warming up lithium-ion batteries from cold environments to room temperature rapidly and safely is the key to popularizing battery electric vehicles in cold regions. Pulse preheating technology is an effective internal heating method while facing challenges such as low heating rate, high energy consumption, and risk of over-charging or discharging. Here, for the first time, a multi-level electrochemical-thermal coupling model is developed on an open-source CFD platform. Based on this model, we perform comprehensive simulations for the pulse heating process with various parameters and strategies from plate level to cell level to module level. In addition, two innovative heating strategies, namely varied rate pulse and hybrid pulse, are proposed, where the latter integrates the pulse heating and electric heating. Our main results show that the proposed hybrid pulse strategy can provide cells with an over 2.5 times faster heating rate from −20 °C to 0 °C and save nearly 60 % energy consumption compared to the single pulse heating at 6 C-rate, exhibiting a great prospect in circumventing the low-temperature effect. Besides, the internal temperature difference can be controlled. A high pulse frequency is suggested to achieve better temperature consistency within cells and avoid noticeable changes in the cell internal physical fields.

将锂离子电池从寒冷环境中快速、安全地加热到室温,是在寒冷地区推广电池电动汽车的关键。脉冲预热技术是一种有效的内部加热方法,同时也面临着加热率低、能耗高、过充或过放风险大等挑战。本文首次在开源 CFD 平台上开发了多层次电化学-热耦合模型。在该模型的基础上,我们对脉冲加热过程进行了全面模拟,包括从板级、电池级到模块级的各种参数和策略。此外,我们还提出了两种创新的加热策略,即变速脉冲和混合脉冲,其中混合脉冲综合了脉冲加热和电加热。我们的主要结果表明,所提出的混合脉冲策略可使电池从-20 °C到0 °C的加热速度提高2.5倍以上,与6 C速率的单脉冲加热相比,可节省近60%的能耗,在规避低温效应方面具有广阔的前景。此外,还可以控制内部温差。建议采用较高的脉冲频率,以提高电池内部温度的一致性,避免电池内部物理场发生明显变化。
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引用次数: 0
Recent advances of silicon-based solid-state lithium-ion batteries 硅基固态锂离子电池的最新进展
IF 11.9 1区 工程技术 Q1 ENERGY & FUELS Pub Date : 2024-01-01 DOI: 10.1016/j.etran.2023.100310
Xin Chen , Chuankai Fu , Yuanheng Wang , Jiaxin Yan , Yulin Ma , Hua Huo , Pengjian Zuo , Geping Yin , Yunzhi Gao

Solid-state batteries (SSBs) have been widely considered as the most promising technology for next-generation energy storage systems. Among the anode candidates for SSBs, silicon (Si)-based materials have received extensive attention due to their advantages of low potential, high specific capacity and abundant resource. However, Si-based anodes undergo significant volume changes during repeated charging and discharging process, leading to irreversible degradation of electrode/electrolyte interface and rapid capacity fading of SSBs. Therefore, the development of Si-based SSBs is still limited to laboratory level. In this review, we systematically summarized the research advances of Si-based SSBs from the aspects of the design principle of electrodes structure, the selection of solid-state electrolytes and the corresponding interfacial optimization strategies, failure mechanisms of electrochemical performance and advanced interfacial characterization technologies. It is hoped that this review can provide help for the in-depth understanding of the fundamental scientific issues in Si-based SSBs, further promoting the practical applications of Si-based SSBs in the near future.

固态电池(SSB)被广泛认为是下一代能源存储系统中最有前途的技术。在固态电池的阳极候选材料中,硅(Si)基材料因其低电位、高比容量和资源丰富等优势而受到广泛关注。然而,硅基阳极在反复充放电过程中会发生显著的体积变化,导致电极/电解质界面的不可逆降解和固态电池容量的快速衰减。因此,硅基固态电池的开发仍局限于实验室水平。在这篇综述中,我们从电极结构的设计原理、固态电解质的选择及相应的界面优化策略、电化学性能的失效机理和先进的界面表征技术等方面系统地总结了硅基固态电池的研究进展。希望这篇综述能为深入理解硅基固态电池的基础科学问题提供帮助,在不久的将来进一步推动硅基固态电池的实际应用。
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引用次数: 0
Battery health diagnostics: Bridging the gap between academia and industry 电池健康诊断:缩小学术界与工业界之间的差距
IF 11.9 1区 工程技术 Q1 ENERGY & FUELS Pub Date : 2024-01-01 DOI: 10.1016/j.etran.2023.100309
Zhenghong Wang , Dapai Shi , Jingyuan Zhao , Zhengyu Chu , Dongxu Guo , Chika Eze , Xudong Qu , Yubo Lian , Andrew F. Burke

Diagnostics of battery health, which encompass evaluation metrics such as state of health, remaining useful lifetime, and end of life, are critical across various applications, from electric vehicles to emergency backup systems and grid-scale energy storage. Diagnostic evaluations not only inform about the state of the battery system but also help minimize downtime, leading to reduced maintenance costs and fewer safety hazards. Researchers have made significant advancements using lab data and sophisticated algorithms. Nonetheless, bridging the gap between academic findings and their industrial application remains a significant hurdle. Herein, we initially highlight the importance of diverse data sources for achieving the prediction task. We then discuss academic breakthroughs, separating them into categories like mechanistic models, data-driven machine learning, and multi-model fusion techniques. Inspired by these progressions, several studies focus on the real-world battery diagnostics using field data, which are subsequently analyzed and discussed. We emphasize the challenges associated with translating these lab-focused models into dependable, field-applicable predictions. Finally, we investigate the frontier of battery health diagnostics, shining a light on innovative methodologies designed for the ever-changing energy sector. It's crucial to harmonize tangible, real-world data with emerging technology, such as cloud-based big data, physics-integrated deep learning, immediate model verification, and continuous lifelong machine learning. Bridging the gap between laboratory research and field application is essential for genuine technological progress, ensuring that battery systems are effortlessly integrated into all-encompassing energy solutions.

电池健康诊断包括健康状态、剩余使用寿命和寿命终止等评估指标,在电动汽车、紧急备用系统和电网储能等各种应用中都至关重要。诊断评估不仅可以了解电池系统的状态,还有助于最大限度地减少停机时间,从而降低维护成本,减少安全隐患。研究人员利用实验室数据和复杂的算法取得了重大进展。然而,缩小学术研究成果与工业应用之间的差距仍然是一个重大障碍。在此,我们首先强调了多样化数据源对于完成预测任务的重要性。然后,我们讨论了学术突破,并将其分为机理模型、数据驱动的机器学习和多模型融合技术等类别。受这些进展的启发,几项研究重点关注使用现场数据进行真实世界电池诊断,随后对这些数据进行了分析和讨论。我们强调了将这些以实验室为重点的模型转化为可靠、适用于现场的预测所面临的挑战。最后,我们探讨了电池健康诊断的前沿问题,揭示了针对不断变化的能源行业而设计的创新方法。将有形的真实世界数据与基于云的大数据、物理集成深度学习、即时模型验证和持续终身机器学习等新兴技术相协调至关重要。弥合实验室研究与现场应用之间的差距对于实现真正的技术进步至关重要,可确保电池系统毫不费力地集成到全方位的能源解决方案中。
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引用次数: 0
期刊
Etransportation
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